Studio notes
Blog
Studio articles on software, architecture, and product.
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Agent-native web systems in 2026
In 2026 an intelligent web system is not a chat widget. Agent-native design means tools, limits, and audit from day one.
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Why live trading bots fail after a perfect backtest
A trading robot looks brilliant on a backtest and breaks on a live account. Slippage, cost, and regime — not a missing magic parameter — are usually why.
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SME automation with a human still in the loop
Intelligent automation in 2026 for a real company means a human in the loop: the agent takes repetition, not the expensive decision.
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Custom software or no-code: a 2026 decision
No-code is fast in 2026 and it has a ceiling. Custom software costs more until your process no longer fits a template — then it is cheaper.
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Risk-first Expert Advisor design on MetaTrader 5
Build the risk circuit before the strategy: loss caps, spread, a kill switch. An Expert Advisor without them is just a fast script.
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A trilingual product: Persian, English, and Arabic
A trilingual product in 2026 is not a post-launch translation. Direction, calendar, and per-language SEO have to live in the architecture.
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After launch: a system that stays alive
Launch is not the end. An evolvable system means ownership, observability, and a way to change — or six months later nobody dares to touch it.
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An intelligent marketplace in Iran, 2026
An intelligent marketplace in Iran in 2026 is not a shop with filters. It is matching, trust, and search that can explain a suggestion.
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From digital systems to automated workflows
Every new project should ask how to make the system more intelligent and more automated — without losing the trail of who decided what.
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Trading systems over the next two years
From 2026 to 2028 the winning trading system is not a magic signal. It is execution quality, a risk circuit, and AI that explains instead of gambling.
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